Luke’s Dev Lab
Luke’s Dev Lab is a digital workspace and content channel dedicated to local Large Language Model (LLM) experimentation, benchmarking, and development.
Core Activities
- LLM Benchmarking: Comparative performance analysis of open-weight models in local 16GB+ setups.
- Model Optimization: Testing quantization methods (e.g., Q4_1 4-bit) and precision modes (e.g., BF16 16-bit).
- Drafting Architecture: Evaluating drafters for speculative decoding efficiency.
Recent Benchmarks
- Ternary Bonsai 27B vs. Qwen 3.6 27B MTP:
- Investigated performance differences between Ternary Bonsai 27B (using Q4_1 and BF16 drafters) and Qwen 3.6 27B MTP.
- Setup focused on 16GB local LLM constraints.
- Detailed findings available in Ternary Bonsai 27B vs. Qwen 27B: LLM Performance Benchmarking Summary.